Milkyweb introduces

General Purpose Graph

The memory layer behind Milkyweb. It turns every conversation into a living graph that AI agents can remember, reason over and act on.

Join the waitlist See how it works

The problem

AI agents forget. Or they remember everything as a blur.

Context windows are short-lived. Notes and vector search keep text, not meaning. So agents end up guessing what matters.

Context windowContext

Notes & vectorsNotes

General Purpose GraphGPG

○ No◐ Partly● Yes

Text to graph

You just talk. GPG builds the structure.

No tagging, no schemas. GPG reads what you say, finds the people, places and plans in it, and connects them to what it already knows.

You → Milkyweb agent

Reminder set · Fri 18:00

Graph-powered automation

A memory you can program.

Because knowledge is structured, agents can query it, run logic on it and react when it changes.

01 · QUERY

Query data

Search and filter the graph like a database, by meaning, not keywords.

find Event where with = "Anna"

02 · LOGIC

Run logic

Attach small scripts to things and links to enforce your business rules.

on Order.created → assign(nearest Driver)

03 · LISTEN

Listen for changes

Trigger behaviour when a pattern appears or a value updates.

when Invoice.status = "overdue"

04 · SCHEDULE

Schedule tasks

Create future actions tied to any thing in the graph.

remind me at Event.start − 1h

05 · REASON

Reason over structure

Infer new facts from how things relate, and support harder decisions.

// Anna likes sci-fi → suggest "Dune 2"

Your agent becomes a programmable environment.

From a simple reminder to a multi-step workflow, any behaviour can run on the same memory.

Why it’s different

Built for agents that need to be right.

Memory that grows

No fixed schema. Agents create new kinds of things and links as your world changes.

Things, not text

People, places and tasks you mention become entities the agent can recall and act on.

Context outside the LLM

Memory lives in the graph, not the prompt. More reliable, easier to inspect, fewer hallucinations.

Zero-friction input

Nobody has to organise anything. You talk, the agent keeps the structure.

Behind every Milkyweb app

One graph, shared by every app.

The deliveries dashboard, the onboarding form and the weekly report all read from the same GPG memory, with the same rules. What one app learns, every app knows.

See Milkyweb apps

Early access

Build on GPG

We’re opening GPG as a standalone product for developers, researchers and AI builders who need structured, dynamic memory.

Thanks! You're in.
We'll let you know the moment early access is ready.

Oops! Something went wrong while submitting the form.